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Simmons WK, Burrows K, Avery JA, Kerr KL, Taylor A, Bodurka J, Potter W, Teague TK, Drevets WC. Appetite changes reveal depression subgroups with distinct endocrine, metabolic, and immune states. Mol Psychiatry 2020; 25:1457-1468. [PMID: 29899546 PMCID: PMC6292746 DOI: 10.1038/s41380-018-0093-6] [Citation(s) in RCA: 79] [Impact Index Per Article: 19.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/23/2017] [Revised: 04/04/2018] [Accepted: 04/18/2018] [Indexed: 01/10/2023]
Abstract
There exists little human neuroscience research to explain why some individuals lose their appetite when they become depressed, while others eat more. Answering this question may reveal much about the various pathophysiologies underlying depression. The present study combined neuroimaging, salivary cortisol, and blood markers of inflammation and metabolism collected prior to scanning. We compared the relationships between peripheral endocrine, metabolic, and immune signaling and brain activity to food cues between depressed participants experiencing increased (N = 23) or decreased (N = 31) appetite and weight in their current depressive episode and healthy control participants (N = 42). The two depression subgroups were unmedicated and did not differ in depression severity, anxiety, anhedonia, or body mass index. Depressed participants experiencing decreased appetite had higher cortisol levels than subjects in the other two groups, and their cortisol values correlated inversely with the ventral striatal response to food cues. In contrast, depressed participants experiencing increased appetite exhibited marked immunometabolic dysregulation, with higher insulin, insulin resistance, leptin, CRP, IL-1RA, and IL-6, and lower ghrelin than subjects in other groups, and the magnitude of their insulin resistance correlated positively with the insula response to food cues. These findings provide novel evidence linking aberrations in homeostatic signaling pathways within depression subtypes to the activity of neural systems that respond to food cues and select when, what, and how much to eat. In conjunction with prior work, the present findings strongly support the existence of pathophysiologically distinct depression subtypes for which the direction of appetite change may be an easily measured behavioral marker.
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Affiliation(s)
- W Kyle Simmons
- Laureate Institute for Brain Research, Tulsa, OK, USA.
- School of Community Medicine, The University of Tulsa, Tulsa, OK, USA.
- Janssen Research and Development, LLC., Titusville, NJ, USA.
| | | | | | - Kara L Kerr
- Department of Psychology, The University of Tulsa, Tulsa, OK, USA
| | - Ashlee Taylor
- Integrative Immunology Center, The Oklahoma State University Center for Health Sciences, Tulsa, OK, USA
| | - Jerzy Bodurka
- Stephenson School of Biomedical Engineering, The University of Oklahoma, Norman, OK, USA
| | - William Potter
- Department of Chemistry and Biochemistry, The University of Tulsa, Tulsa, OK, USA
| | - T Kent Teague
- Departments of Surgery and Psychiatry, School of Community Medicine, The University of Oklahoma, Tulsa, OK, USA
- Department of Biochemistry and Microbiology, The Oklahoma State University Center for Health Sciences, Tulsa, OK, USA
- Department of Pharmaceutical Sciences, The University of Oklahoma College of Pharmacy, Oklahoma City, OK, USA
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Kim N, Kim MJ, Hughes TL, Kwak H, Kong ID. Relationships of internet gaming reasons to biological indicators and risk of internet gaming addiction in Korean adolescent male game users. BMC Psychiatry 2020; 20:341. [PMID: 32605550 PMCID: PMC7329533 DOI: 10.1186/s12888-020-02714-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/26/2019] [Accepted: 06/04/2020] [Indexed: 12/01/2022] Open
Abstract
BACKGROUND There are no standard diagnostic criteria or interventions for internet gaming addiction (IGA) even though IGA is one of the most pervasive public health issues among youth worldwide. Internet gaming reasons or motivations have been studied as a potential predictor of IGA, but the results have been inconsistent and biological indicators of gaming reasons have rarely been studied. We sought to (1) identify categories of internet gaming reasons, (2) examine the relationship of gaming reasons to risk of IGA, and (3) describe biological indicators associated with reasons for gaming. METHODS We used a multi-phase cross-sectional design including individual interviews; focus group discussion; and descriptive, comparative analysis. Fifteen Korean adolescent male internet gamers participated in individual interviews and eight participated in a focus group aimed at identifying reasons for internet gaming. Using the identified gaming reasons from these sources we surveyed 225 adolescent game users using a self-report questionnaire. Participants provided blood samples for assessment of norepinephrine (NE) and serum cortisol. RESULTS We identified four major categories of internet gaming reasons: entertainment, getting along with friends, stress relief, and habitual gaming. The habitual group showed significantly greater risk of IGA than the other groups (p < .001) and the lowest plasma NE levels (p = .035), possibly indicating an alteration in autonomic function. CONCLUSION Health care providers are encouraged to screen adolescents for excessive internet gaming and to intervene with those who report habitual gaming behaviors. When feasible, assessment of biological indicators, such as plasma NE, may help to identify youth at greatest risk of IGA.
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Affiliation(s)
- Nahyun Kim
- grid.412091.f0000 0001 0669 3109Keimyung University College of Nursing, Daegu, South Korea
| | - Mi Ja Kim
- grid.185648.60000 0001 2175 0319University of Illinois at Chicago, College of Nursing, Chicago, IL USA
| | - Tonda L. Hughes
- grid.21729.3f0000000419368729Columbia University School of Nursing and Department of Psychiatry, Columbia University Irving Medical Center, New York City, NY USA
| | - Hyeweon Kwak
- grid.449010.80000 0004 1783 3666Department of Nursing, Daekyeung University, Daegu, South Korea
| | - In Deok Kong
- Department of Physiology, Yonsei University, Wonju College of Medicine, Wonju, Gangwon-Do, 26426, Republic of Korea.
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Li Y, Ramoz N, Derrington E, Dreher JC. Hormonal responses in gambling versus alcohol abuse: A review of human studies. Prog Neuropsychopharmacol Biol Psychiatry 2020; 100:109880. [PMID: 32004637 DOI: 10.1016/j.pnpbp.2020.109880] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/28/2019] [Revised: 01/01/2020] [Accepted: 01/27/2020] [Indexed: 01/23/2023]
Abstract
The endocrine system plays an essential role in communication between various organs of the body to maintain homeostasis. Both substance use disorders (SUDs) and non-substance abuse disrupt this system and lead to hormonal dysregulations. Here, we focus on the comparison between the function of the endocrine system in gambling disorders and alcohol addiction to understand the commonalities and differences in their neurobiological and psychological underpinnings. We review human research to compare findings on gambling addiction and alcohol dependence pertaining to the dynamic interplay between testosterone and cortisol. Understanding and classifying similarities in hormonal responses between behavioural addiction and SUDs may facilitate development of treatments and therapeutic interventions across different types of addictive disorders, while describing differences may shed light on therapeutic interventions for specific disorders. Although research on gambling addiction is in its infancy, such evaluation may still have a positive effect for addiction research, thereby stimulating discovery of "crossover" pharmacotherapies with benefits for both SUDs and nonsubstance addictions.
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Affiliation(s)
- Yansong Li
- Competition, Addiction and Social Neuroscience Lab, Department of Psychology, School of Social and Behavioral Sciences, Nanjing University, Nanjing, China; Institute for Brain Sciences, Nanjing University, Nanjing, China.
| | - Nicolas Ramoz
- Vulnerability of Psychiatric and Addictive Disorders, Institute of Psychiatry and Neuroscience of Paris, INSERM UMRS1266, Paris, France.
| | - Edmund Derrington
- Neuroeconomics Laboratory, Institut des Sciences Cognitives Marc Jeannerod, CNRS UMR 5229, Bron, France
| | - Jean-Claude Dreher
- Neuroeconomics Laboratory, Institut des Sciences Cognitives Marc Jeannerod, CNRS UMR 5229, Bron, France.
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Wilson RP, Colizzi M, Bossong MG, Allen P, Kempton M, Bhattacharyya S. The Neural Substrate of Reward Anticipation in Health: A Meta-Analysis of fMRI Findings in the Monetary Incentive Delay Task. Neuropsychol Rev 2018; 28:496-506. [PMID: 30255220 PMCID: PMC6327084 DOI: 10.1007/s11065-018-9385-5] [Citation(s) in RCA: 124] [Impact Index Per Article: 20.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2017] [Accepted: 08/27/2018] [Indexed: 01/04/2023]
Abstract
The monetary incentive delay task breaks down reward processing into discrete stages for fMRI analysis. Here we look at anticipation of monetary gain and loss contrasted with neutral anticipation. We meta-analysed data from 15 original whole-brain group maps (n = 346) and report extensive areas of relative activation and deactivation throughout the whole brain. For both anticipation of gain and loss we report robust activation of the striatum, activation of key nodes of the putative salience network, including anterior cingulate and anterior insula, and more complex patterns of activation and deactivation in the central executive and default networks. On between-group comparison, we found significantly greater relative deactivation in the left inferior frontal gyrus associated with incentive valence. This meta-analysis provides a robust whole-brain map of a reward anticipation network in the healthy human brain.
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Affiliation(s)
- Robin Paul Wilson
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, De Crespigny Park, London, SE5 8AF, UK.
| | - Marco Colizzi
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, De Crespigny Park, London, SE5 8AF, UK
| | - Matthijs Geert Bossong
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, De Crespigny Park, London, SE5 8AF, UK.,Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, Netherlands
| | - Paul Allen
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, De Crespigny Park, London, SE5 8AF, UK.,Cognition, Neuroscience and Neuroimaging (CNNI) Laboratory, Department of Psychology, University of Roehampton, London, UK
| | - Matthew Kempton
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, De Crespigny Park, London, SE5 8AF, UK
| | | | - Sagnik Bhattacharyya
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, De Crespigny Park, London, SE5 8AF, UK
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Nakagawa Y. Psycho-Behavioral Spiral of Disturbances in Prosocial Behavior, Stress Response, and Self-Regulation inSubstance-Related and Addictive Disorders. ACTA ACUST UNITED AC 2017. [DOI: 10.4303/jdar/236017] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Gola M, Wordecha M, Marchewka A, Sescousse G. Visual Sexual Stimuli-Cue or Reward? A Perspective for Interpreting Brain Imaging Findings on Human Sexual Behaviors. Front Hum Neurosci 2016; 10:402. [PMID: 27574507 PMCID: PMC4983547 DOI: 10.3389/fnhum.2016.00402] [Citation(s) in RCA: 86] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2016] [Accepted: 07/26/2016] [Indexed: 11/28/2022] Open
Abstract
There is an increasing number of neuroimaging studies using visual sexual stimuli (VSS), especially within the emerging field of research on compulsive sexual behaviors (CSB). A central question in this field is whether behaviors such as excessive pornography consumption share common brain mechanisms with widely studied substance and behavioral addictions. Depending on how VSS are conceptualized, different predictions can be formulated within the frameworks of Reinforcement Learning or Incentive Salience Theory, where a crucial distinction is made between conditioned and unconditioned stimuli (related to reward anticipation vs. reward consumption, respectively). Surveying 40 recent human neuroimaging studies we show existing ambiguity about the conceptualization of VSS. Therefore, we feel that it is important to address the question of whether VSS should be considered as conditioned stimuli (cue) or unconditioned stimuli (reward). Here we present our own perspective, which is that in most laboratory settings VSS play a role of reward, as evidenced by: (1) experience of pleasure while watching VSS, possibly accompanied by genital reaction; (2) reward-related brain activity correlated with these pleasurable feelings in response to VSS; (3) a willingness to exert effort to view VSS similarly as for other rewarding stimuli such as money; and (4) conditioning for cues predictive of VSS. We hope that this perspective article will initiate a scientific discussion on this important and overlooked topic and increase attention for appropriate interpretations of results of human neuroimaging studies using VSS.
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Affiliation(s)
- Mateusz Gola
- Swartz Center for Computational Neuroscience, Institute for Neural Computations, University of California San DiegoSan Diego, CA, USA; Institute of Psychology, Polish Academy of SciencesWarsaw, Poland
| | - Małgorzata Wordecha
- Institute of Psychology, Polish Academy of SciencesWarsaw, Poland; Laboratory of Brain Imaging, Neurobiology Center, Nencki Institute of Experimental Biology of Polish Academy of SciencesWarsaw, Poland
| | - Artur Marchewka
- Laboratory of Brain Imaging, Neurobiology Center, Nencki Institute of Experimental Biology of Polish Academy of Sciences Warsaw, Poland
| | - Guillaume Sescousse
- Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen, Netherlands
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Banz BC, Yip SW, Yau YHC, Potenza MN. Behavioral addictions in addiction medicine: from mechanisms to practical considerations. PROGRESS IN BRAIN RESEARCH 2015; 223:311-28. [PMID: 26806783 DOI: 10.1016/bs.pbr.2015.08.003] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Recent progress has been made in our understanding of nonsubstance or "behavioral" addictions, although these conditions and their most appropriate classification remain debated and the knowledge basis for understanding the pathophysiology of and treatments for these conditions includes important gaps. Recent developments include the classification of gambling disorder as a "Substance-Related and Addictive Disorder" in the 5th edition of the Diagnostic and Statistical Manual of Mental Disorders (DSM-5) and proposed diagnostic criteria for Internet Gaming Disorder in Section 3 of DSM-5. This chapter reviews current neuroscientific understandings of behavioral addictions and the potential of neurobiological data to assist in the development of improved policy, prevention, and treatment efforts.
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Affiliation(s)
- Barbara C Banz
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Sarah W Yip
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Yvonne H C Yau
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montréal, QC, Canada; Montreal Neurological Institute, 3801 Rue University, Montréal, QC, Canada
| | - Marc N Potenza
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA; Department of Neurobiology, Child Study Center, and CASA Columbia, Yale University School of Medicine, New Haven, CT, USA; Connecticut Mental Health Center, Yale University School of Medicine, New Haven, CT, USA.
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Ekhtiari H, Faghiri A, Oghabian MA, Paulus MP. Functional neuroimaging for addiction medicine: From mechanisms to practical considerations. PROGRESS IN BRAIN RESEARCH 2015; 224:129-53. [PMID: 26822357 DOI: 10.1016/bs.pbr.2015.10.001] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
During last 20 years, neuroimaging with functional magnetic resonance imaging (fMRI) in people with drug addictions has introduced a wide range of quantitative biomarkers from brain's regional or network level activities during different cognitive functions. These quantitative biomarkers could be potentially used for assessment, planning, prediction, and monitoring for "addiction medicine" during screening, acute intoxication, admission to a program, completion of an acute program, admission to a long-term program, and postgraduation follow-up. In this chapter, we have briefly reviewed main neurocognitive targets for fMRI studies associated with addictive behaviors, main study types using fMRI among drug dependents, and potential applications for fMRI in addiction medicine. Main challenges and limitations for extending fMRI studies and evidences aiming at clinical applications in addiction medicine are also discussed. There is still a significant gap between available evidences from group-based fMRI studies and personalized decisions during daily practices in addiction medicine. It will be important to fill this gap with large-scale clinical trials and longitudinal studies using fMRI measures with a well-defined strategic plan for the future.
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Affiliation(s)
- Hamed Ekhtiari
- Research Center for Molecular and Cellular Imaging, Tehran University of Medical Sciences, Tehran, Iran; Neurocognitive Laboratory, Iranian National Center for Addiction Studies, Tehran University of Medical Sciences, Tehran, Iran; Translational Neuroscience Program, Institute for Cognitive Sciences Studies (ICSS), Tehran, Iran
| | - Ashkan Faghiri
- Research Center for Molecular and Cellular Imaging, Tehran University of Medical Sciences, Tehran, Iran; Department of Electrical Engineering, Sharif University of Technology, Tehran, Iran
| | - Mohammad-Ali Oghabian
- Research Center for Molecular and Cellular Imaging, Tehran University of Medical Sciences, Tehran, Iran; Advanced Diagnostic and Interventional Radiology Research Center, Tehran University of Medical Sciences, Tehran, Iran
| | - Martin P Paulus
- Laureate Institute for Brain Research, Tulsa, OK, USA; Department of Psychiatry, University of California at San Diego, San Diego, CA, USA.
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Zack M, Boileau I, Payer D, Chugani B, Lobo DS, Houle S, Wilson AA, Warsh JJ, Kish SJ. Differential cardiovascular and hypothalamic pituitary response to amphetamine in male pathological gamblers versus healthy controls. J Psychopharmacol 2015; 29:971-82. [PMID: 26152320 DOI: 10.1177/0269881115592338] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Cardiovascular and hypothalamic pituitary axis (HPA) disturbances have been observed in individuals who are pathological gamblers (PGs). These may partly derive from chronic exposure to gambling. Response to amphetamine (AMPH) may reveal such disturbances while controlling for differential conditioned responses to gambling in PGs vs healthy controls (HCs). This study assessed heart rate (HR), systolic blood pressure (SBP) and diastolic blood pressure (DBP) and plasma cortisol following oral AMPH (0.4 mg/kg) in male PGs (n=12) and HCs (n=11) who underwent a positron emission tomography (PET) scan. The Stop Signal Task enabled assessment of the link between physiological and behavioral dysregulation. Trait moderating effects were explored. The responses of PGs to AMPH differed from those of HCs on every index. PGs displayed persistent elevation in DBP and concomitant reduction in HR (i.e. baroreflex) compared to HCs beyond 90 min post-dose. PGs displayed deficits in cortisol compared to HCs that were partially reversed by AMPH. Impairment on the Stop Signal Task correlated positively with HR in controls, but negatively with HR in PGs, suggesting that strong initial and compensatory cardiac responses to a stimulant may each predict disinhibition. Extraversion predicted greater disinhibition in PGs. Noradrenergic disturbances may contribute to sensitized responses to stimulant challenge and disinhibition in PGs.
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Affiliation(s)
- Martin Zack
- Centre for Addiction and Mental Health, Toronto, ON, Canada
| | | | - Doris Payer
- Centre for Addiction and Mental Health, Toronto, ON, Canada
| | | | - Daniela S Lobo
- Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Sylvain Houle
- Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Alan A Wilson
- Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Jerry J Warsh
- Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Stephen J Kish
- Centre for Addiction and Mental Health, Toronto, ON, Canada
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10
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The Relationship Between Stress and Motivation in Pathological Gambling: a Focused Review and Analysis. CURRENT ADDICTION REPORTS 2015. [DOI: 10.1007/s40429-015-0064-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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LeMoult J, Colich NL, Sherdell L, Hamilton JP, Gotlib IH. Influence of menarche on the relation between diurnal cortisol production and ventral striatum activity during reward anticipation. Soc Cogn Affect Neurosci 2015; 10:1244-50. [PMID: 25678549 DOI: 10.1093/scan/nsv016] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2014] [Accepted: 02/09/2015] [Indexed: 11/15/2022] Open
Abstract
Adolescence is characterized by an increase in risk-taking and reward-seeking behaviors. In other populations, increased risk taking has been associated with tighter coupling between cortisol production and ventral striatum (VS) activation during reward anticipation; this relation has not yet been examined, however, as a function of adolescent development. This study examined the influence of pubertal development on the association between diurnal cortisol production and VS activity during reward anticipation. Pre- and post-menarcheal girls collected diurnal cortisol and completed an functional magnetic resonance imaging-based monetary incentive delay task, from which we extracted estimates of VS activity during the anticipation of reward, anticipation of loss and anticipation of non-incentive neutral trials. Post-menarcheal girls showed greater coupling between the cortisol awakening response and VS activation during anticipation of reward and loss than did their pre-menarcheal counterparts. Post-menarcheal girls did not differ from pre-menarcheal girls in their cortisol-VS coupling during anticipation of neutral trials, suggesting that puberty-related changes in cortisol-VS coupling are specific to affective stimuli. Interestingly, behavioral responses during the task indicate that post-menarcheal girls are faster to engage with affective stimuli than are pre-menarcheal girls. Thus, post-menarcheal girls exhibit neurobiological and behavioral patterns that have been associated with risk taking and that may underlie the dramatic increase in risk-taking behavior documented during adolescence.
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Affiliation(s)
- Joelle LeMoult
- Department of Psychology, Stanford University, Stanford, CA 94305, USA and
| | - Natalie L Colich
- Department of Psychology, Stanford University, Stanford, CA 94305, USA and
| | - Lindsey Sherdell
- Department of Psychology, Stanford University, Stanford, CA 94305, USA and
| | | | - Ian H Gotlib
- Department of Psychology, Stanford University, Stanford, CA 94305, USA and
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12
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Singer BF, Anselme P, Robinson MJF, Vezina P. Neuronal and psychological underpinnings of pathological gambling. Front Behav Neurosci 2014; 8:230. [PMID: 25071487 PMCID: PMC4076739 DOI: 10.3389/fnbeh.2014.00230] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2014] [Accepted: 06/06/2014] [Indexed: 12/30/2022] Open
Affiliation(s)
- Bryan F Singer
- Department of Psychology, The University of Michigan Ann Arbor, MI, USA
| | - Patrick Anselme
- Department of Psychology, The University of Liège Liège, Belgium
| | | | - Paul Vezina
- Department of Psychiatry and Behavioral Neuroscience, The University of Chicago Chicago, IL, USA
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